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ml: simplify interfaces of SimulatedAnnealingSolver
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+4
-140
@@ -42,41 +42,6 @@
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namespace cv { namespace ml {
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struct SimulatedAnnealingSolver::Impl
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{
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int refcount;
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const Ptr<SimulatedAnnealingSolverSystem> systemPtr;
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SimulatedAnnealingSolverSystem& system;
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RNG rEnergy;
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double coolingRatio;
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double initialT;
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double finalT;
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int iterPerStep;
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Impl(const Ptr<SimulatedAnnealingSolverSystem>& s) :
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refcount(1),
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systemPtr(s),
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system(*(s.get())),
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rEnergy(12345)
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{
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CV_Assert(!systemPtr.empty());
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initialT = 2;
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finalT = 0.1;
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coolingRatio = 0.95;
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iterPerStep = 100;
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}
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inline double energy() { return system.energy(); }
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inline void changeState() { system.changeState(); }
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inline void reverseState() { system.reverseState(); }
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void addref() { CV_XADD(&refcount, 1); }
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void release() { if (CV_XADD(&refcount, -1) == 1) delete this; }
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protected:
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virtual ~Impl() { CV_Assert(refcount==0); }
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};
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struct AnnParams
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{
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AnnParams()
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@@ -115,103 +80,7 @@ inline T inBounds(T val, T min_val, T max_val)
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return std::min(std::max(val, min_val), max_val);
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}
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SimulatedAnnealingSolver::SimulatedAnnealingSolver(const Ptr<SimulatedAnnealingSolverSystem>& system)
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{
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impl = new Impl(system);
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}
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SimulatedAnnealingSolver::SimulatedAnnealingSolver(const SimulatedAnnealingSolver& b)
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{
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if (b.impl) b.impl->addref();
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release();
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impl = b.impl;
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}
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void SimulatedAnnealingSolver::release()
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{
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if (impl) { impl->release(); impl = NULL; }
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}
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void SimulatedAnnealingSolver::setIterPerStep(int ite)
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{
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CV_Assert(impl);
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CV_Assert(ite>0);
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impl->iterPerStep = ite;
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}
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int SimulatedAnnealingSolver::run()
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{
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CV_Assert(impl);
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CV_Assert(impl->initialT>impl->finalT);
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double Ti = impl->initialT;
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double previousEnergy = impl->energy();
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int exchange = 0;
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while (Ti > impl->finalT)
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{
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for (int i = 0; i < impl->iterPerStep; i++)
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{
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impl->changeState();
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double newEnergy = impl->energy();
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if (newEnergy < previousEnergy)
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{
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previousEnergy = newEnergy;
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exchange++;
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}
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else
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{
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double r = impl->rEnergy.uniform(0.0, 1.0);
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if (r < std::exp(-(newEnergy - previousEnergy) / Ti))
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{
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previousEnergy = newEnergy;
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exchange++;
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}
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else
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{
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impl->reverseState();
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}
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}
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}
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Ti *= impl->coolingRatio;
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}
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impl->finalT = Ti;
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return exchange;
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}
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void SimulatedAnnealingSolver::setEnergyRNG(const RNG& rng)
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{
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CV_Assert(impl);
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impl->rEnergy = rng;
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}
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void SimulatedAnnealingSolver::setInitialTemperature(double x)
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{
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CV_Assert(impl);
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CV_Assert(x>0);
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impl->initialT = x;
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}
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void SimulatedAnnealingSolver::setFinalTemperature(double x)
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{
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CV_Assert(impl);
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CV_Assert(x>0);
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impl->finalT = x;
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}
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double SimulatedAnnealingSolver::getFinalTemperature()
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{
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CV_Assert(impl);
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return impl->finalT;
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}
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void SimulatedAnnealingSolver::setCoolingRatio(double x)
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{
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CV_Assert(impl);
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CV_Assert(x>0 && x<1);
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impl->coolingRatio = x;
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}
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class SimulatedAnnealingANN_MLP : public SimulatedAnnealingSolverSystem
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class SimulatedAnnealingANN_MLP
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{
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protected:
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ml::ANN_MLP& nn;
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@@ -228,7 +97,7 @@ public:
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initVarMap();
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}
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~SimulatedAnnealingANN_MLP() {}
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protected:
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void changeState()
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{
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index = rIndex.uniform(0, nbVariables);
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@@ -1075,14 +944,9 @@ public:
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}
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int train_anneal(const Ptr<TrainData>& trainData)
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{
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SimulatedAnnealingSolver t(Ptr<SimulatedAnnealingANN_MLP>(new SimulatedAnnealingANN_MLP(*this, trainData)));
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t.setEnergyRNG(params.rEnergy);
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t.setFinalTemperature(params.finalT);
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t.setInitialTemperature(params.initialT);
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t.setCoolingRatio(params.coolingRatio);
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t.setIterPerStep(params.itePerStep);
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SimulatedAnnealingANN_MLP s(*this, trainData);
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trained = true; // Enable call to CalcError
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int iter = t.run();
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int iter = simulatedAnnealingSolver(s, params.initialT, params.finalT, params.coolingRatio, params.itePerStep, NULL, params.rEnergy);
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trained =false;
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return iter;
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}
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